hermes

Check a science news story against the paper

Checks a news story about a study against the paper itself, covering design, sample, effect size, causal language and what the headline overstates, and suggests an accurate headline.

context

Exaggeration in science news usually enters through a few predictable doors, often already in the press release: correlation reported as causation, animal or cell findings reported as if they applied to people, relative risks without the absolute risk, a surrogate marker reported as a health outcome, a small or unrepresentative sample generalised to everyone, a preprint presented as settled, statistical significance presented as importance, and advice the study never tested. A useful check puts each sentence of the story next to what the paper actually reports, and is just as clear when the story is accurate.

task

Compare the story with the study.

news

paper

  1. Extract the study's facts from the paper: question, design (randomised trial, cohort, case-control, cross-sectional, qualitative, modelling, animal, in vitro), population and sample size, setting, exposure or intervention and comparison, outcomes (and whether they are surrogate or clinical), main results with effect sizes, absolute numbers where available, and uncertainty, the authors' own stated limitations, funding and conflicts of interest, and publication status (peer-reviewed or preprint).
  2. Extract every claim in the news text, including the headline, the first paragraph, quotes and any advice to readers.
  3. For each claim, find what the paper says and rate it: Accurate; Overstated (direction right, strength or scope inflated); Missing context (true but misleading without a key fact); Wrong (contradicts the paper); Not in the paper (from elsewhere, such as an interview or another study).
  4. Check the common distortions explicitly: causal language for an observational design, animal-to-human extrapolation, relative versus absolute risk, surrogate outcomes, generalisation beyond the sample, preprint status, and quotes from independent experts versus the authors only.
  5. Explain in plain words what the study shows and does not show.
  6. Write an accurate headline of similar length.
constraints
  • Base every rating on the paper text supplied. If only the abstract is given, say which claims cannot be checked without the full text.
  • Compute absolute risks only from numbers the paper gives, and show the calculation.
  • Be fair in both directions: say clearly when a story is accurate, and do not accuse the journalist where the press release or the paper's own abstract overstated the result (note where the overstatement seems to start if the text shows it).
  • Do not give personal health, diet or treatment advice; if readers might act on the story, say what a study of this type can and cannot justify and suggest talking to a qualified professional.
  • Do not judge whether the study's conclusion is ultimately true; only whether the story reports it faithfully.
output format

Verdict

Two sentences: how faithful the story is overall and its biggest problem.

Claim by claim

A table: news claim (quoted) | what the paper says | rating | note.

What the study actually shows

Plain-language summary with design, sample, effect size and limitations.

An accurate headline

One headline, plus the original for comparison.

What could not be checked

Items that need the full text, supplementary material or other sources.

2 required values still a placeholder; the assistant will ask for them.

details

kind
Prompt: a task you run by name to get one finished thing back
domain
Research and science
category
Fact-checking
level
Beginner
made for
Writer / author, Editor, Researcher / scientist, Student
risk
read-only
version
v1.0.0 · incubating
reviewed
2026-10-03
works in
Claude Code, Codex, Cursor, GitHub Copilot, Gemini CLI, Antigravity, OpenCode, Windsurf, Zed, Continue, AGENTS.md, ChatGPT, claude.ai

Edit on GitHubReport a problem

use in

Hodios CLI
npx @hermes-hq/hodios install check-science-news-against-paper --target claude-code
Agent Skills
npx skills add hermes-hq/hodios-dist --skill check-science-news-against-paper -a claude-code
Add the Hodios marketplace (once)
claude plugin marketplace add hermes-hq/hodios-dist
Install the research-science plugin
claude plugin install hodios-research-science@hodios

The plugin brings every entry in this domain at once.

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